{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d20fee52",
   "metadata": {},
   "source": [
    "## 3.2.2 数据信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3f39de7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>代码</th>\n",
       "      <th>名称</th>\n",
       "      <th>最高</th>\n",
       "      <th>今开</th>\n",
       "      <th>换手率</th>\n",
       "      <th>市盈率</th>\n",
       "      <th>昨收</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>301070</td>\n",
       "      <td>开勒股份</td>\n",
       "      <td>31.98</td>\n",
       "      <td>27.76</td>\n",
       "      <td>14.24</td>\n",
       "      <td>39.54</td>\n",
       "      <td>27.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>301398</td>\n",
       "      <td>星源卓镁</td>\n",
       "      <td>44.00</td>\n",
       "      <td>37.23</td>\n",
       "      <td>44.43</td>\n",
       "      <td>56.53</td>\n",
       "      <td>37.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>300943</td>\n",
       "      <td>春晖智控</td>\n",
       "      <td>15.95</td>\n",
       "      <td>14.42</td>\n",
       "      <td>23.73</td>\n",
       "      <td>47.71</td>\n",
       "      <td>13.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>688039</td>\n",
       "      <td>当虹科技</td>\n",
       "      <td>54.55</td>\n",
       "      <td>47.12</td>\n",
       "      <td>7.44</td>\n",
       "      <td>-75.55</td>\n",
       "      <td>46.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>300862</td>\n",
       "      <td>蓝盾光电</td>\n",
       "      <td>29.92</td>\n",
       "      <td>26.84</td>\n",
       "      <td>8.34</td>\n",
       "      <td>87.81</td>\n",
       "      <td>26.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5128</th>\n",
       "      <td>300816</td>\n",
       "      <td>艾可蓝</td>\n",
       "      <td>36.00</td>\n",
       "      <td>35.84</td>\n",
       "      <td>5.87</td>\n",
       "      <td>105.13</td>\n",
       "      <td>36.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5129</th>\n",
       "      <td>600095</td>\n",
       "      <td>湘财股份</td>\n",
       "      <td>11.28</td>\n",
       "      <td>11.28</td>\n",
       "      <td>25.21</td>\n",
       "      <td>-193.32</td>\n",
       "      <td>11.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5130</th>\n",
       "      <td>1225</td>\n",
       "      <td>和泰机电</td>\n",
       "      <td>65.52</td>\n",
       "      <td>64.20</td>\n",
       "      <td>35.97</td>\n",
       "      <td>17.99</td>\n",
       "      <td>68.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5131</th>\n",
       "      <td>300936</td>\n",
       "      <td>中英科技</td>\n",
       "      <td>35.62</td>\n",
       "      <td>35.30</td>\n",
       "      <td>33.54</td>\n",
       "      <td>70.23</td>\n",
       "      <td>37.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5132</th>\n",
       "      <td>300585</td>\n",
       "      <td>奥联电子</td>\n",
       "      <td>23.99</td>\n",
       "      <td>23.51</td>\n",
       "      <td>31.34</td>\n",
       "      <td>137.13</td>\n",
       "      <td>25.29</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5133 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          代码    名称     最高     今开    换手率     市盈率     昨收\n",
       "0     301070  开勒股份  31.98  27.76  14.24   39.54  27.76\n",
       "1     301398  星源卓镁  44.00  37.23  44.43   56.53  37.00\n",
       "2     300943  春晖智控  15.95  14.42  23.73   47.71  13.78\n",
       "3     688039  当虹科技  54.55  47.12   7.44  -75.55  46.66\n",
       "4     300862  蓝盾光电  29.92  26.84   8.34   87.81  26.05\n",
       "...      ...   ...    ...    ...    ...     ...    ...\n",
       "5128  300816   艾可蓝  36.00  35.84   5.87  105.13  36.55\n",
       "5129  600095  湘财股份  11.28  11.28  25.21 -193.32  11.33\n",
       "5130    1225  和泰机电  65.52  64.20  35.97   17.99  68.15\n",
       "5131  300936  中英科技  35.62  35.30  33.54   70.23  37.20\n",
       "5132  300585  奥联电子  23.99  23.51  31.34  137.13  25.29\n",
       "\n",
       "[5133 rows x 7 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "A_share_df = pd.read_csv('../dataFiles/A_share_df.csv')\n",
    "A_share_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1e80690b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/px/2n08wbys0n3_zcv1v9jtmzkm0000gn/T/ipykernel_93181/191793258.py:1: FutureWarning: The default value of numeric_only in DataFrame.var is deprecated. In a future version, it will default to False. In addition, specifying 'numeric_only=None' is deprecated. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
      "  A_share_df.var()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "代码     7.150076e+10\n",
       "最高     2.124209e+03\n",
       "今开     2.090335e+03\n",
       "换手率    1.331788e+01\n",
       "市盈率    4.977709e+05\n",
       "昨收     2.030915e+03\n",
       "dtype: float64"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A_share_df.var()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8a8a24a8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/px/2n08wbys0n3_zcv1v9jtmzkm0000gn/T/ipykernel_93181/1844452776.py:1: FutureWarning: The default value of numeric_only in DataFrame.var is deprecated. In a future version, it will default to False. In addition, specifying 'numeric_only=None' is deprecated. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
      "  A_share_df.var().astype(int)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "代码     71500761085\n",
       "最高            2124\n",
       "今开            2090\n",
       "换手率             13\n",
       "市盈率         497770\n",
       "昨收            2030\n",
       "dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A_share_df.var().astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "95aa584b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>代码</th>\n",
       "      <th>名称</th>\n",
       "      <th>最高</th>\n",
       "      <th>今开</th>\n",
       "      <th>换手率</th>\n",
       "      <th>市盈率</th>\n",
       "      <th>昨收</th>\n",
       "      <th>昨收*2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>301070</td>\n",
       "      <td>开勒股份</td>\n",
       "      <td>31.98</td>\n",
       "      <td>27.76</td>\n",
       "      <td>14.24</td>\n",
       "      <td>39.54</td>\n",
       "      <td>27.76</td>\n",
       "      <td>55.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>301398</td>\n",
       "      <td>星源卓镁</td>\n",
       "      <td>44.00</td>\n",
       "      <td>37.23</td>\n",
       "      <td>44.43</td>\n",
       "      <td>56.53</td>\n",
       "      <td>37.00</td>\n",
       "      <td>74.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>300943</td>\n",
       "      <td>春晖智控</td>\n",
       "      <td>15.95</td>\n",
       "      <td>14.42</td>\n",
       "      <td>23.73</td>\n",
       "      <td>47.71</td>\n",
       "      <td>13.78</td>\n",
       "      <td>27.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>688039</td>\n",
       "      <td>当虹科技</td>\n",
       "      <td>54.55</td>\n",
       "      <td>47.12</td>\n",
       "      <td>7.44</td>\n",
       "      <td>-75.55</td>\n",
       "      <td>46.66</td>\n",
       "      <td>93.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>300862</td>\n",
       "      <td>蓝盾光电</td>\n",
       "      <td>29.92</td>\n",
       "      <td>26.84</td>\n",
       "      <td>8.34</td>\n",
       "      <td>87.81</td>\n",
       "      <td>26.05</td>\n",
       "      <td>52.10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       代码    名称     最高     今开    换手率    市盈率     昨收   昨收*2\n",
       "0  301070  开勒股份  31.98  27.76  14.24  39.54  27.76  55.52\n",
       "1  301398  星源卓镁  44.00  37.23  44.43  56.53  37.00  74.00\n",
       "2  300943  春晖智控  15.95  14.42  23.73  47.71  13.78  27.56\n",
       "3  688039  当虹科技  54.55  47.12   7.44 -75.55  46.66  93.32\n",
       "4  300862  蓝盾光电  29.92  26.84   8.34  87.81  26.05  52.10"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A_share_df = pd.read_csv('../dataFiles/A_share_df.csv')\n",
    "A_share_df.loc[:,'昨收*2'] = A_share_df['昨收']*2\n",
    "A_share_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "615d83c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "A_share_df.plot.scatter(x = '昨收*2', y = '昨收')\n",
    "plt.rcParams['font.sans-serif'] = ['PingFang HK']  # 显示中文\n",
    "plt.rcParams['figure.figsize'] = (8, 2)   \n",
    "plt.rcParams['figure.dpi'] = 180\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "046ef3ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>最高</th>\n",
       "      <th>换手率</th>\n",
       "      <th>市盈率</th>\n",
       "      <th>昨收</th>\n",
       "      <th>昨收*2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>最高</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.030919</td>\n",
       "      <td>-0.000551</td>\n",
       "      <td>0.999855</td>\n",
       "      <td>0.999855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>换手率</th>\n",
       "      <td>0.030919</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.007523</td>\n",
       "      <td>0.035382</td>\n",
       "      <td>0.035382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>市盈率</th>\n",
       "      <td>-0.000551</td>\n",
       "      <td>-0.007523</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.000690</td>\n",
       "      <td>-0.000690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>昨收</th>\n",
       "      <td>0.999855</td>\n",
       "      <td>0.035382</td>\n",
       "      <td>-0.000690</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>昨收*2</th>\n",
       "      <td>0.999855</td>\n",
       "      <td>0.035382</td>\n",
       "      <td>-0.000690</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            最高       换手率       市盈率        昨收      昨收*2\n",
       "最高    1.000000  0.030919 -0.000551  0.999855  0.999855\n",
       "换手率   0.030919  1.000000 -0.007523  0.035382  0.035382\n",
       "市盈率  -0.000551 -0.007523  1.000000 -0.000690 -0.000690\n",
       "昨收    0.999855  0.035382 -0.000690  1.000000  1.000000\n",
       "昨收*2  0.999855  0.035382 -0.000690  1.000000  1.000000"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr = A_share_df.loc[:,  ['最高','换手率','市盈率','昨收','昨收*2']].corr()\n",
    "corr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "954b8e3b",
   "metadata": {},
   "source": [
    "## 3.4.1 数据来源"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7221df02",
   "metadata": {},
   "outputs": [],
   "source": [
    "pip install akshare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "85b3371b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1620x540 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import matplotlib.pyplot as plt\n",
    "pingan_df = ak.stock_zh_a_daily(symbol = 'sz000002',\n",
    "                                start_date = '20220101',\n",
    "                                end_date = '20230101')\n",
    "plt.title('平安银行2022年1月1日-2023年1月1月收盘价走势') \n",
    "plt.ylabel('收盘价')\n",
    "plt.plot(pingan_df['close'])\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ab0b85d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "pip install efinance      # 安装efinance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c4d72cc2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>股票名称</th>\n",
       "      <th>股票代码</th>\n",
       "      <th>日期</th>\n",
       "      <th>开盘</th>\n",
       "      <th>收盘</th>\n",
       "      <th>最高</th>\n",
       "      <th>最低</th>\n",
       "      <th>成交量</th>\n",
       "      <th>成交额</th>\n",
       "      <th>振幅</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>涨跌额</th>\n",
       "      <th>换手率</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>600519</td>\n",
       "      <td>2001-08-27</td>\n",
       "      <td>-133.32</td>\n",
       "      <td>-133.11</td>\n",
       "      <td>-132.67</td>\n",
       "      <td>-133.65</td>\n",
       "      <td>406318</td>\n",
       "      <td>1.410347e+09</td>\n",
       "      <td>-0.73</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.83</td>\n",
       "      <td>56.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>600519</td>\n",
       "      <td>2001-08-28</td>\n",
       "      <td>-133.22</td>\n",
       "      <td>-132.85</td>\n",
       "      <td>-132.82</td>\n",
       "      <td>-133.30</td>\n",
       "      <td>129647</td>\n",
       "      <td>4.634630e+08</td>\n",
       "      <td>-0.36</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.26</td>\n",
       "      <td>18.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>600519</td>\n",
       "      <td>2001-08-29</td>\n",
       "      <td>-132.83</td>\n",
       "      <td>-132.95</td>\n",
       "      <td>-132.82</td>\n",
       "      <td>-133.00</td>\n",
       "      <td>53252</td>\n",
       "      <td>1.946890e+08</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>-0.08</td>\n",
       "      <td>-0.10</td>\n",
       "      <td>7.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>600519</td>\n",
       "      <td>2001-08-30</td>\n",
       "      <td>-132.97</td>\n",
       "      <td>-132.80</td>\n",
       "      <td>-132.72</td>\n",
       "      <td>-133.02</td>\n",
       "      <td>48013</td>\n",
       "      <td>1.775580e+08</td>\n",
       "      <td>-0.23</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.15</td>\n",
       "      <td>6.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>600519</td>\n",
       "      <td>2001-08-31</td>\n",
       "      <td>-132.79</td>\n",
       "      <td>-132.82</td>\n",
       "      <td>-132.70</td>\n",
       "      <td>-132.86</td>\n",
       "      <td>23231</td>\n",
       "      <td>8.623100e+07</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>3.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5176</th>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>600519</td>\n",
       "      <td>2023-04-18</td>\n",
       "      <td>1753.00</td>\n",
       "      <td>1758.00</td>\n",
       "      <td>1769.00</td>\n",
       "      <td>1746.02</td>\n",
       "      <td>18314</td>\n",
       "      <td>3.220108e+09</td>\n",
       "      <td>1.31</td>\n",
       "      <td>0.29</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5177</th>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>600519</td>\n",
       "      <td>2023-04-19</td>\n",
       "      <td>1762.00</td>\n",
       "      <td>1759.00</td>\n",
       "      <td>1765.50</td>\n",
       "      <td>1750.00</td>\n",
       "      <td>14601</td>\n",
       "      <td>2.568633e+09</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.06</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5178</th>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>600519</td>\n",
       "      <td>2023-04-20</td>\n",
       "      <td>1760.11</td>\n",
       "      <td>1741.88</td>\n",
       "      <td>1765.00</td>\n",
       "      <td>1729.00</td>\n",
       "      <td>19885</td>\n",
       "      <td>3.468367e+09</td>\n",
       "      <td>2.05</td>\n",
       "      <td>-0.97</td>\n",
       "      <td>-17.12</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5179</th>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>600519</td>\n",
       "      <td>2023-04-21</td>\n",
       "      <td>1746.00</td>\n",
       "      <td>1725.47</td>\n",
       "      <td>1748.08</td>\n",
       "      <td>1721.28</td>\n",
       "      <td>18518</td>\n",
       "      <td>3.210937e+09</td>\n",
       "      <td>1.54</td>\n",
       "      <td>-0.94</td>\n",
       "      <td>-16.41</td>\n",
       "      <td>0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5180</th>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>600519</td>\n",
       "      <td>2023-04-24</td>\n",
       "      <td>1721.00</td>\n",
       "      <td>1705.00</td>\n",
       "      <td>1722.00</td>\n",
       "      <td>1701.00</td>\n",
       "      <td>20231</td>\n",
       "      <td>3.456729e+09</td>\n",
       "      <td>1.22</td>\n",
       "      <td>-1.19</td>\n",
       "      <td>-20.47</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5181 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      股票名称    股票代码          日期       开盘       收盘       最高       最低     成交量  \\\n",
       "0     贵州茅台  600519  2001-08-27  -133.32  -133.11  -132.67  -133.65  406318   \n",
       "1     贵州茅台  600519  2001-08-28  -133.22  -132.85  -132.82  -133.30  129647   \n",
       "2     贵州茅台  600519  2001-08-29  -132.83  -132.95  -132.82  -133.00   53252   \n",
       "3     贵州茅台  600519  2001-08-30  -132.97  -132.80  -132.72  -133.02   48013   \n",
       "4     贵州茅台  600519  2001-08-31  -132.79  -132.82  -132.70  -132.86   23231   \n",
       "...    ...     ...         ...      ...      ...      ...      ...     ...   \n",
       "5176  贵州茅台  600519  2023-04-18  1753.00  1758.00  1769.00  1746.02   18314   \n",
       "5177  贵州茅台  600519  2023-04-19  1762.00  1759.00  1765.50  1750.00   14601   \n",
       "5178  贵州茅台  600519  2023-04-20  1760.11  1741.88  1765.00  1729.00   19885   \n",
       "5179  贵州茅台  600519  2023-04-21  1746.00  1725.47  1748.08  1721.28   18518   \n",
       "5180  贵州茅台  600519  2023-04-24  1721.00  1705.00  1722.00  1701.00   20231   \n",
       "\n",
       "               成交额    振幅   涨跌幅    涨跌额    换手率  \n",
       "0     1.410347e+09 -0.73  0.62   0.83  56.83  \n",
       "1     4.634630e+08 -0.36  0.20   0.26  18.13  \n",
       "2     1.946890e+08 -0.14 -0.08  -0.10   7.45  \n",
       "3     1.775580e+08 -0.23  0.11   0.15   6.72  \n",
       "4     8.623100e+07 -0.12 -0.02  -0.02   3.25  \n",
       "...            ...   ...   ...    ...    ...  \n",
       "5176  3.220108e+09  1.31  0.29   5.00   0.15  \n",
       "5177  2.568633e+09  0.88  0.06   1.00   0.12  \n",
       "5178  3.468367e+09  2.05 -0.97 -17.12   0.16  \n",
       "5179  3.210937e+09  1.54 -0.94 -16.41   0.15  \n",
       "5180  3.456729e+09  1.22 -1.19 -20.47   0.16  \n",
       "\n",
       "[5181 rows x 13 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import efinance as ef     # 启动efinance\n",
    "stock_code = '600519'\n",
    "ef.stock.get_quote_history(stock_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9aae54b0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████| 1/1 [00:00<00:00,  1.57it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1620x540 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import qstock as qs\n",
    "chinaPingan_df = qs.get_data('中国平安',\n",
    "                              start = '2022-01-01',\n",
    "                              end = '2023-01-01')\n",
    "plt.title ('平安银行2022年1月1日至2023年1月1月的收盘价走势图') \n",
    "plt.ylabel ('收盘价')\n",
    "plt.plot(chinaPingan_df['close'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5fbc70d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "pip install quandl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4ce7e731",
   "metadata": {},
   "outputs": [],
   "source": [
    "import quandl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9ca69ade",
   "metadata": {},
   "outputs": [],
   "source": [
    "pip install investpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "40677750",
   "metadata": {},
   "outputs": [],
   "source": [
    "import investpy\n",
    "# 获取日本TOYOTA股票历史数据\n",
    "code = '7203' \n",
    "stock_data = investpy.get_stock_historical_data(stock = code,\n",
    "                                                country = 'japan', \n",
    "                                                from_date = '01/01/2022',\n",
    "                                                to_date = '01/01/2023')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "84fb3c19",
   "metadata": {},
   "outputs": [],
   "source": [
    "pip install pandas-datareader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c82d37da",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas_datareader as pdr"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
